{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"firstCNN.ipynb","provenance":[],"authorship_tag":"ABX9TyMrGERJgiQr9f9xMPH+ESPH"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"HJqzBRqNb2co","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":51},"outputId":"259e3666-8f18-423f-949f-a2c77318cb21","executionInfo":{"status":"ok","timestamp":1583082647985,"user_tz":300,"elapsed":15244,"user":{"displayName":"Suraj Jha","photoUrl":"","userId":"13386272850976302657"}}},"source":[" import keras\n"," from keras.datasets import cifar10\n","\n"," # load train and test datasets\n"," (Xtrain,Ytrain),(Xtest,Ytest)=cifar10.load_data()"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n","170500096/170498071 [==============================] - 11s 0us/step\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"QpgY2O7ficBQ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":305},"outputId":"c7786ae5-ef8b-4eb9-f33e-473a148329e7","executionInfo":{"status":"ok","timestamp":1583082652451,"user_tz":300,"elapsed":2619,"user":{"displayName":"Suraj Jha","photoUrl":"","userId":"13386272850976302657"}}},"source":["import numpy as np\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","\n","figt =plt.figure(figsize=(20,5))\n","for i in range(36):\n","  ax=figt.add_subplot(3,12,i+1, xticks=[],yticks=[])\n","  ax.imshow(np.squeeze(Xtrain[i]))"],"execution_count":3,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABG0AAAEgCAYAAAAOkI7SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nx8zCFFPx1y2+zmkQRTFs7B7Awjkey5aFc32icl5+EwAANu7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4JrrkQTYE4yMjhsvG1lZe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\nWbN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fqfcM62P5i/7HJCFJsjwqOrG5DjmFEiTd0OujrzMvLpO+HndVRMvfhXv6dz5/3uro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kpEdO7cuSO5fZhb3TxXsfv3dX3o3Cd3tneIiOjW7VtH/rb33e8Wac7WzWifybN2d3RdtSou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RJkPWAWXcnsO+tvvaGtcnGqwfW+UYM9XQeBHHnDoezXQXF4SVkMLzyKlKsaLfxb/vF0EQ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\ng8FgMBgMBoPBYDAYDA8h/i+PxKOPFyf+XQAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 1440x360 with 36 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"61lAW1tNjWGG","colab_type":"code","colab":{}},"source":["# rescale [0,255]-->[0,1]\n","Xtrain = Xtrain.astype('float32')/255\n","Xtest =Xtest.astype('float32')/255"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"tryoJTMtGmeF","colab_type":"code","colab":{}},"source":["from keras.preprocessing.image import ImageDataGenerator\n","\n","#create and configure augmented image generator\n","\n","datagen= ImageDataGenerator(\n","    width_shift_range=0.1,\n","    height_shift_range=0.1,\n","    horizontal_flip=True)\n","\n","#fit augmented image generator on data\n","datagen.fit(Xtrain)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"2jRHAgcUHasr","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":295},"outputId":"b92ba507-856f-417e-a8d4-b2905cc1d271","executionInfo":{"status":"ok","timestamp":1583083647736,"user_tz":300,"elapsed":3651,"user":{"displayName":"Suraj Jha","photoUrl":"","userId":"13386272850976302657"}}},"source":["import matplotlib.pyplot as plt\n","\n","XtrainSubset=Xtrain[:12]\n","\n","fig =plt.figure(figsize=(20,2))\n","for i in range(len(XtrainSubset)):\n","  ax=fig.add_subplot(1,12,i+1)\n","  ax.imshow(XtrainSubset[i])\n","fig.suptitle('Orignal Datasets',fontsize=20)\n","\n","fig =plt.figure(figsize=(20,2))\n","for Xbatch in datagen.flow(XtrainSubset,batch_size=12):\n","  for i in range(len(XtrainSubset)):\n","    ax=fig.add_subplot(1,12,i+1)\n","    ax.imshow(Xbatch[i])\n","  fig.suptitle('Augmented Dataset',fontsize=20)\n","  plt.show()\n","  break;\n"],"execution_count":14,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABH4AAACLCAYAAAAXpV6gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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byWxkHykBGh5OyCJVBhY3inIRXqrgO7XVjv43jOrh4VRmyq8YxCI0+FeU3FDtTkbdsbq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\npO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eCdum6cglrsUbOWFnOnY6Y7g6xU6sF/PS9tPlyKcaR2XzwhKDB0VFuscGAX70iEgcr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0Cpyu3uwUC9jDFXjhEZ9WL9ZN79GEJZiAlfX0UiO6+y4UM9BikkrnH1nG9IedcMhoTC/RYkz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\nRK5CYII=\n","text/plain":["<Figure size 1440x144 with 12 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"lL872cnnkIeJ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":85},"outputId":"ef5dfaa2-736c-45ed-a329-3be43fad6883","executionInfo":{"status":"ok","timestamp":1583082659895,"user_tz":300,"elapsed":585,"user":{"displayName":"Suraj Jha","photoUrl":"","userId":"13386272850976302657"}}},"source":["from keras.utils import np_utils\n","\n","#one hot encoding of labels\n","num_classes =len(np.unique(Ytrain))\n","Ytrain=keras.utils.to_categorical(Ytrain,num_classes)\n","Ytest=keras.utils.to_categorical(Ytest,num_classes)\n","\n","#break training set into training and validation sets\n","(Xtrain,Xvalid)=Xtrain[5000:],Xtrain[:5000]\n","(Ytrain,Yvalid)=Ytrain[5000:],Ytrain[:5000]\n","\n","# shape of training sets\n","print('Xtrain shape: ',Xtrain.shape)\n","\n","#print number of training, validation, and test images\n","print(Xtrain.shape[0],'train samples')\n","print(Xtest.shape[0],'test samples')\n","print(Xvalid.shape[0],'valid samples')"],"execution_count":5,"outputs":[{"output_type":"stream","text":["Xtrain shape:  (45000, 32, 32, 3)\n","45000 train samples\n","10000 test samples\n","5000 valid samples\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"8NpZz2oImmvy","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":544},"outputId":"8060668d-34de-42ba-a985-e2fb916171f4","executionInfo":{"status":"ok","timestamp":1583082663566,"user_tz":300,"elapsed":540,"user":{"displayName":"Suraj Jha","photoUrl":"","userId":"13386272850976302657"}}},"source":["from keras.models import Sequential\n","from keras.layers import Dense, Dropout, Flatten\n","\n","#define the model\n","model =Sequential()\n","model.add(Flatten(input_shape=Xtrain.shape[1:]))\n","model.add(Dense(1000,activation='relu'))\n","model.add(Dropout(0.2))\n","model.add(Dense(512,activation='relu'))\n","model.add(Dropout(0.2))\n","model.add(Dense(num_classes, activation='softmax'))\n","\n","# summarize the model\n","model.summary()"],"execution_count":6,"outputs":[{"output_type":"stream","text":["WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:66: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n","\n","WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:541: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n","\n","WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4432: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n","\n","WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:148: The name tf.placeholder_with_default is deprecated. Please use tf.compat.v1.placeholder_with_default instead.\n","\n","WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3733: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n","Instructions for updating:\n","Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n","Model: \"sequential_1\"\n","_________________________________________________________________\n","Layer (type)                 Output Shape              Param #   \n","=================================================================\n","flatten_1 (Flatten)          (None, 3072)              0         \n","_________________________________________________________________\n","dense_1 (Dense)              (None, 1000)              3073000   \n","_________________________________________________________________\n","dropout_1 (Dropout)          (None, 1000)              0         \n","_________________________________________________________________\n","dense_2 (Dense)              (None, 512)               512512    \n","_________________________________________________________________\n","dropout_2 (Dropout)          (None, 512)               0         \n","_________________________________________________________________\n","dense_3 (Dense)              (None, 10)                5130      \n","=================================================================\n","Total params: 3,590,642\n","Trainable params: 3,590,642\n","Non-trainable params: 0\n","_________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"VJ5APWt-2_w_","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":561},"outputId":"63be7b83-8aba-439d-9b18-d64b782a7f0b","executionInfo":{"status":"ok","timestamp":1583082668137,"user_tz":300,"elapsed":515,"user":{"displayName":"Suraj Jha","photoUrl":"","userId":"13386272850976302657"}}},"source":["from keras.models import Sequential\n","from keras.layers import Convolution2D, MaxPooling2D, Dense, Dropout, Flatten\n","\n","#define the model\n","model =Sequential()\n","model.add(Convolution2D(filters=16, kernel_size=2, padding='same',activation='relu',input_shape=(32,32,3)))\n","model.add(MaxPooling2D(pool_size=2))\n","model.add(Convolution2D(filters=32, kernel_size=2, padding='same',activation='relu'))\n","model.add(MaxPooling2D(pool_size=2))\n","model.add(Convolution2D(filters=64, kernel_size=2, padding='same',activation='relu'))\n","model.add(MaxPooling2D(pool_size=2))\n","model.add(Dropout(0.3))\n","model.add(Flatten())\n","model.add(Dense(500,activation='relu'))\n","model.add(Dropout(0.4))\n","model.add(Dense(10, activation='softmax'))\n","\n","# summarize the model\n","model.summary()"],"execution_count":7,"outputs":[{"output_type":"stream","text":["WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4267: The name tf.nn.max_pool is deprecated. Please use tf.nn.max_pool2d instead.\n","\n","Model: \"sequential_2\"\n","_________________________________________________________________\n","Layer (type)                 Output Shape              Param #   \n","=================================================================\n","conv2d_1 (Conv2D)            (None, 32, 32, 16)        208       \n","_________________________________________________________________\n","max_pooling2d_1 (MaxPooling2 (None, 16, 16, 16)        0         \n","_________________________________________________________________\n","conv2d_2 (Conv2D)            (None, 16, 16, 32)        2080      \n","_________________________________________________________________\n","max_pooling2d_2 (MaxPooling2 (None, 8, 8, 32)          0         \n","_________________________________________________________________\n","conv2d_3 (Conv2D)            (None, 8, 8, 64)          8256      \n","_________________________________________________________________\n","max_pooling2d_3 (MaxPooling2 (None, 4, 4, 64)          0         \n","_________________________________________________________________\n","dropout_3 (Dropout)          (None, 4, 4, 64)          0         \n","_________________________________________________________________\n","flatten_2 (Flatten)          (None, 1024)              0         \n","_________________________________________________________________\n","dense_4 (Dense)              (None, 500)               512500    \n","_________________________________________________________________\n","dropout_4 (Dropout)          (None, 500)               0         \n","_________________________________________________________________\n","dense_5 (Dense)              (None, 10)                5010      \n","=================================================================\n","Total params: 528,054\n","Trainable params: 528,054\n","Non-trainable params: 0\n","_________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"mRKhVNMgnb12","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":85},"outputId":"baf36fab-b479-4594-b418-55485527466d","executionInfo":{"status":"ok","timestamp":1583082684187,"user_tz":300,"elapsed":679,"user":{"displayName":"Suraj Jha","photoUrl":"","userId":"13386272850976302657"}}},"source":["#compile the model\n","model.compile(loss='categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy'])"],"execution_count":8,"outputs":[{"output_type":"stream","text":["WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/optimizers.py:793: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n","\n","WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3576: The name tf.log is deprecated. Please use tf.math.log instead.\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"idCHCbWgnjtf","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"ebe094cf-7dcd-430c-d613-8226e13d78bc","executionInfo":{"status":"ok","timestamp":1583086539841,"user_tz":300,"elapsed":18630,"user":{"displayName":"Suraj Jha","photoUrl":"","userId":"13386272850976302657"}}},"source":["from keras.callbacks import ModelCheckpoint\n","\n","#train the model\n","checkpointer= ModelCheckpoint(filepath='MLP.weights.best.hdf5',verbose=1,save_best_only=True)\n","hist= model.fit(Xtrain,Ytrain,batch_size=32,epochs=20,validation_data=(Xvalid,Yvalid),callbacks=[checkpointer], verbose=2,shuffle=True)"],"execution_count":17,"outputs":[{"output_type":"stream","text":["Train on 45000 samples, validate on 5000 samples\n","Epoch 1/20\n"," - 45s - loss: 1.2771 - acc: 0.5733 - val_loss: 1.1169 - val_acc: 0.6388\n","\n","Epoch 00001: val_loss improved from inf to 1.11689, saving model to MLP.weights.best.hdf5\n","Epoch 2/20\n"," - 44s - loss: 1.2619 - acc: 0.5835 - val_loss: 1.2320 - val_acc: 0.6246\n","\n","Epoch 00002: val_loss did not improve from 1.11689\n","Epoch 3/20\n"," - 44s - loss: 1.2570 - acc: 0.5858 - val_loss: 1.6108 - val_acc: 0.4880\n","\n","Epoch 00003: val_loss did not improve from 1.11689\n","Epoch 4/20\n"," - 43s - loss: 1.2666 - acc: 0.5808 - val_loss: 1.1324 - val_acc: 0.6250\n","\n","Epoch 00004: val_loss did not improve from 1.11689\n","Epoch 5/20\n"," - 43s - loss: 1.2730 - acc: 0.5804 - val_loss: 1.4712 - val_acc: 0.5754\n","\n","Epoch 00005: val_loss did not improve from 1.11689\n","Epoch 6/20\n"," - 43s - loss: 1.2850 - acc: 0.5803 - val_loss: 1.2539 - val_acc: 0.5810\n","\n","Epoch 00006: val_loss did not improve from 1.11689\n","Epoch 7/20\n"," - 43s - loss: 1.2929 - acc: 0.5705 - val_loss: 1.1647 - val_acc: 0.5984\n","\n","Epoch 00007: val_loss did not improve from 1.11689\n","Epoch 8/20\n"," - 44s - loss: 1.3092 - acc: 0.5687 - val_loss: 1.1194 - val_acc: 0.6314\n","\n","Epoch 00008: val_loss did not improve from 1.11689\n","Epoch 9/20\n"," - 43s - loss: 1.3252 - acc: 0.5609 - val_loss: 1.2242 - val_acc: 0.5834\n","\n","Epoch 00009: val_loss did not improve from 1.11689\n","Epoch 10/20\n"," - 43s - loss: 1.3199 - acc: 0.5621 - val_loss: 1.4549 - val_acc: 0.5744\n","\n","Epoch 00010: val_loss did not improve from 1.11689\n","Epoch 11/20\n"," - 43s - loss: 1.3537 - acc: 0.5545 - val_loss: 1.3958 - val_acc: 0.5584\n","\n","Epoch 00011: val_loss did not improve from 1.11689\n","Epoch 12/20\n"," - 44s - loss: 1.3709 - acc: 0.5488 - val_loss: 2.8493 - val_acc: 0.5400\n","\n","Epoch 00012: val_loss did not improve from 1.11689\n","Epoch 13/20\n"," - 43s - loss: 1.3689 - acc: 0.5510 - val_loss: 1.1410 - val_acc: 0.6000\n","\n","Epoch 00013: val_loss did not improve from 1.11689\n","Epoch 14/20\n"," - 43s - loss: 1.3921 - acc: 0.5417 - val_loss: 1.1707 - val_acc: 0.6126\n","\n","Epoch 00014: val_loss did not improve from 1.11689\n","Epoch 15/20\n"," - 43s - loss: 1.3959 - acc: 0.5370 - val_loss: 1.4624 - val_acc: 0.5086\n","\n","Epoch 00015: val_loss did not improve from 1.11689\n","Epoch 16/20\n"," - 43s - loss: 1.4241 - acc: 0.5315 - val_loss: 1.6747 - val_acc: 0.5074\n","\n","Epoch 00016: val_loss did not improve from 1.11689\n","Epoch 17/20\n"," - 43s - loss: 1.4338 - acc: 0.5253 - val_loss: 1.3171 - val_acc: 0.5282\n","\n","Epoch 00017: val_loss did not improve from 1.11689\n","Epoch 18/20\n"," - 43s - loss: 1.4395 - acc: 0.5227 - val_loss: 2.4582 - val_acc: 0.4012\n","\n","Epoch 00018: val_loss did not improve from 1.11689\n","Epoch 19/20\n"," - 46s - loss: 1.4590 - acc: 0.5168 - val_loss: 1.5761 - val_acc: 0.5044\n","\n","Epoch 00019: val_loss did not improve from 1.11689\n","Epoch 20/20\n"," - 46s - loss: 1.4398 - acc: 0.5248 - val_loss: 2.4421 - val_acc: 0.4104\n","\n","Epoch 00020: val_loss did not improve from 1.11689\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"JuXCYFnVnl-L","colab_type":"code","colab":{}},"source":["#load the weights\n","model.load_weights('MLP.weights.best.hdf5')"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"H9OStIGTnqY9","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"outputId":"0674105f-f167-48ef-fd33-2cd8fe5711ff","executionInfo":{"status":"ok","timestamp":1583046957497,"user_tz":300,"elapsed":3981,"user":{"displayName":"Suraj Jha","photoUrl":"","userId":"13386272850976302657"}}},"source":["#evaluate test accuracy\n"," score=model.evaluate(Xtest,Ytest,verbose=0)\n"," accuracy=100*score[1]\n","\n"," #print test accuracy after training\n"," print('Test accuracy:',accuracy)"],"execution_count":54,"outputs":[{"output_type":"stream","text":["Test accuracy: 69.54\n"],"name":"stdout"}]}]}